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Here's a simplified example of how you might extract deep features from images using a pre-trained CNN:

from tensorflow.keras.applications import VGG16
from tensorflow.keras.preprocessing import image
from tensorflow.keras.applications.vgg16 import preprocess_input
import numpy as np
# Load a pre-trained model for feature extraction
model = VGG16(weights='imagenet', include_top=False, pooling='avg')
# Load your image
img_path = "path_to_your_image.jpg"
img = image.load_img(img_path, target_size=(224, 224))
x = image.img_to_array(img)
x = np.expand_dims(x, axis=0)
x = preprocess_input(x)
# Extract features
features = model.predict(x)
print(features.shape)

Deep features are representations of data that are learned by deep learning models. These features are "deep" because they are learned by models that have many layers, allowing them to learn complex and abstract representations of the input data.

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